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As the intelligence of everyday smart devices continues to evolve, they can already monitor basic health behaviors such as physical activities and heart rates. The vision of an intelligent health monitoring and intervention pipeline seems to be within reach. How do we get there? In this talk, Dr. Xu will introduce a comprehensive pipeline that connects AI, end-users, and health experts. For end-users, he will introduce his work that bridges behavior science theory-driven intervention designs and generalizable behavior models. He will also introduce his efforts on passive sensing datasets, human-centered algorithms & large language models (LLMs), as well as a benchmark platform that drives the community toward more robust and deployable health systems for both end-users and experts.